{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "乐学偶得版权所有 lexueoude.com 公众号：乐学Fintech"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1.Scatter Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. The relationship between working experience and salary?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>experience</th>\n",
       "      <th>salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>7000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>15000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>18000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>19000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>16000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>30000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2</td>\n",
       "      <td>12000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2</td>\n",
       "      <td>6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3</td>\n",
       "      <td>8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3</td>\n",
       "      <td>5500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3</td>\n",
       "      <td>9000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2</td>\n",
       "      <td>7800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4</td>\n",
       "      <td>9200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5</td>\n",
       "      <td>14000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5</td>\n",
       "      <td>16000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2</td>\n",
       "      <td>8000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    experience  salary\n",
       "0            1    5000\n",
       "1            2    7000\n",
       "2            3    8000\n",
       "3            4   10000\n",
       "4            5   15000\n",
       "5            6   18000\n",
       "6            7   19000\n",
       "7            8   20000\n",
       "8            9   16000\n",
       "9           10   30000\n",
       "10           2   12000\n",
       "11           2    6000\n",
       "12           3    8000\n",
       "13           3    5500\n",
       "14           3    9000\n",
       "15           2    7800\n",
       "16           4    9200\n",
       "17           5   14000\n",
       "18           5   16000\n",
       "19           2    8000"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experience=[1,2,3,4,5,6,7,8,9,10,2,2,3,3,3,2,4,5,5,2]\n",
    "salary    =[5000,7000,8000,10000,15000,18000,19000,20000,16000,30000,12000,6000,8000,5500,9000,7800,9200,14000,16000,8000]\n",
    "\n",
    "list_of_tuples=list(zip(experience,salary))\n",
    "df=pd.DataFrame(list_of_tuples,columns=['experience','salary'])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>experience</th>\n",
       "      <th>salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>20.000000</td>\n",
       "      <td>20.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.300000</td>\n",
       "      <td>12175.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.556725</td>\n",
       "      <td>6308.379974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>5000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>7950.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.500000</td>\n",
       "      <td>9600.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5.250000</td>\n",
       "      <td>16000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>10.000000</td>\n",
       "      <td>30000.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       experience        salary\n",
       "count   20.000000     20.000000\n",
       "mean     4.300000  12175.000000\n",
       "std      2.556725   6308.379974\n",
       "min      1.000000   5000.000000\n",
       "25%      2.000000   7950.000000\n",
       "50%      3.500000   9600.000000\n",
       "75%      5.250000  16000.000000\n",
       "max     10.000000  30000.000000"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>experience</th>\n",
       "      <th>salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>experience</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.906682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>salary</th>\n",
       "      <td>0.906682</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            experience    salary\n",
       "experience    1.000000  0.906682\n",
       "salary        0.906682  1.000000"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(*args, **kw)>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df.experience,df.salary)\n",
    "plt.xlabel('experience')\n",
    "plt.ylabel('salary')\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a17a01860>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind=\"hist\",y=\"experience\",bins=10 ,range=(0,50),density= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax =plt.subplots(figsize=(20,10))\n",
    "sns.heatmap(df,annot=True,linewidths=0.5,linecolor=\"red\",fmt=\".1f\",ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1.Covariance:(Linear Association)\n",
    "$Cov(X,Y)=\\sum_{i=1}^{n}(X_i-\\overline X)(Y_i- \\overline Y)/(n-1)$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.Because covariance ranges from negetive infinity to positive infinity , we ussually use Correlation instead of Covariance, which ranged form -1 to 1:\n",
    "$r= \\frac {Cov(X,Y)}{S_x S_y}$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3.Variance: $Variance(X,X)= \\sum_{i=1}^{n}(X_i-\\overline X)(X_i-\\overline X)/(n-1)$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# First , Let's calculate the mean!\n",
    "def calculate_mean(a_list_of_values):\n",
    "    mean=sum(a_list_of_values)/float(len(a_list_of_values))\n",
    "    return mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Then , Let's calculate the variance!\n",
    "def calculate_variance(a_list_of_values,mean):\n",
    "    variance_sum=sum((x-mean)**2 for x in a_list_of_values)\n",
    "    variance=variance_sum/(len(a_list_of_values)-1)\n",
    "    return variance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4.3\n",
      "6.536842105263156\n"
     ]
    }
   ],
   "source": [
    "mean_experience=calculate_mean(experience)\n",
    "print(mean_experience)\n",
    "variance_experience=calculate_variance(experience,mean_experience)\n",
    "print(variance_experience)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12175.0\n",
      "39795657.89473684\n"
     ]
    }
   ],
   "source": [
    "mean_salary=calculate_mean(salary)\n",
    "print(mean_salary)\n",
    "variance_salary=calculate_variance(salary,mean_salary)\n",
    "print(variance_salary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "# And then we calculate the Covariance\n",
    "\n",
    "def calculate_covariance(a_list_of_Xs,the_mean_of_Xs,a_list_of_Ys,the_mean_of_Ys):\n",
    "    cov_sum=0\n",
    "    for i in range(len(a_list_of_Xs)):\n",
    "        cov_sum+=(a_list_of_Xs[i]-the_mean_of_Xs)*(a_list_of_Ys[i]-the_mean_of_Ys)\n",
    "    the_covariance=cov_sum/(len(a_list_of_Xs)-1)\n",
    "    return the_covariance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>experience</th>\n",
       "      <th>salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>experience</th>\n",
       "      <td>6.536842</td>\n",
       "      <td>1.462368e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>salary</th>\n",
       "      <td>14623.684211</td>\n",
       "      <td>3.979566e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              experience        salary\n",
       "experience      6.536842  1.462368e+04\n",
       "salary      14623.684211  3.979566e+07"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cov()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "14623.684210526315\n"
     ]
    }
   ],
   "source": [
    "covariance_of_experience_and_salary=calculate_covariance(experience,mean_experience,salary,mean_salary)\n",
    "print(covariance_of_experience_and_salary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's calculate standard deviation!\n",
    "\n",
    "def calculate_the_standard_deviation(a_list_values):\n",
    "    the_mean_of_the_list_values=sum(a_list_values)/float(len(a_list_values))\n",
    "    variance=sum([(a_list_values[i]-the_mean_of_the_list_values)**2 for i in range(len(a_list_values)) ]) / float(len(a_list_values)-1)\n",
    "    return variance**0.5\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.0276503540974917"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=[1,2,3,4,5,6,7,8,9,10]\n",
    "calculate_the_standard_deviation(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.8722813232690143"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "b=np.array(a)\n",
    "b.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's calculate the correlation!\n",
    "\n",
    "def calculate_the_correlation(a_list_of_Xs,the_mean_of_Xs,a_list_of_Ys,the_mean_of_Ys):\n",
    "    X_std=calculate_the_standard_deviation(a_list_of_Xs)\n",
    "    Y_std=calculate_the_standard_deviation(a_list_of_Ys)\n",
    "    X_Y_Cov=calculate_covariance(a_list_of_Xs,the_mean_of_Xs,a_list_of_Ys,the_mean_of_Ys)\n",
    "    \n",
    "    Corr=(X_Y_Cov)/(X_std*Y_std)\n",
    "    return Corr\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9066819256731471"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calculate_the_correlation(experience,mean_experience,salary,mean_salary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>experience</th>\n",
       "      <th>salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>experience</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.906682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>salary</th>\n",
       "      <td>0.906682</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            experience    salary\n",
       "experience    1.000000  0.906682\n",
       "salary        0.906682  1.000000"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make Prediction: Use one variable to make prediction about another\n",
    "\n",
    "dependent variable:Y\n",
    "\n",
    "independent variable:X\n",
    "\n",
    "William Inc index "
   ]
  },
  {
   "attachments": {
    "lr.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![lr.png](attachment:lr.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Oridinary Least Square(OLS)"
   ]
  },
  {
   "attachments": {
    "OLS.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![OLS.png](attachment:OLS.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$b1=\\frac{Cov(X,Y)}{Variance(X,X)}=\\frac{\\sum_{i=1}^{n}(X_i-\\overline X)(Y_i- \\overline Y)}{\\sum_{i=1}^{n}(X_i-\\overline X)(X_i-\\overline X)}$\n",
    "$b0=\\overline Y -b1\\overline X$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_the_coefficients(dataset):\n",
    "    x=[row[0] for row in dataset]\n",
    "    y=[row[1] for row in dataset]\n",
    "    x_mean,y_mean=calculate_mean(x),calculate_mean(y)\n",
    "    b1=calculate_covariance(x,x_mean,y,y_mean)/calculate_variance(x,x_mean)\n",
    "    b0=y_mean-b1*x_mean\n",
    "    \n",
    "    return [b0,b1]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(1, 5000),\n",
       " (2, 7000),\n",
       " (3, 8000),\n",
       " (4, 10000),\n",
       " (5, 15000),\n",
       " (6, 18000),\n",
       " (7, 19000),\n",
       " (8, 20000),\n",
       " (9, 16000),\n",
       " (10, 30000),\n",
       " (2, 12000),\n",
       " (2, 6000),\n",
       " (3, 8000),\n",
       " (3, 5500),\n",
       " (3, 9000),\n",
       " (2, 7800),\n",
       " (4, 9200),\n",
       " (5, 14000),\n",
       " (5, 16000),\n",
       " (2, 8000)]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_of_tuples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[1, 5000],\n",
       " [2, 7000],\n",
       " [3, 8000],\n",
       " [4, 10000],\n",
       " [5, 15000],\n",
       " [6, 18000],\n",
       " [7, 19000],\n",
       " [8, 20000],\n",
       " [9, 16000],\n",
       " [10, 30000],\n",
       " [2, 12000],\n",
       " [2, 6000],\n",
       " [3, 8000],\n",
       " [3, 5500],\n",
       " [3, 9000],\n",
       " [2, 7800],\n",
       " [4, 9200],\n",
       " [5, 14000],\n",
       " [5, 16000],\n",
       " [2, 8000]]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_of_lists=[list(elem) for elem in list_of_tuples]\n",
    "list_of_lists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2237.1175523349443"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b0,b1=calculate_the_coefficients(list_of_lists)\n",
    "b1\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "y=2555+2237X"
   ]
  },
  {
   "attachments": {
    "rou.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![rou.png](attachment:rou.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "def simple_linear_regression(training_data,testing_data):\n",
    "    predictions=[]\n",
    "    b0,b1=calculate_the_coefficients(training_data)\n",
    "    for row in testing_data:\n",
    "        y=b0+b1*row[0]\n",
    "        predictions.append(y)\n",
    "    return predictions\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "from math import sqrt\n",
    "def calculate_the_RMSE(predicted_data,actual_data):\n",
    "    the_sum_of_error=0\n",
    "    for i in range(len(actual_data)):\n",
    "        prediction_error=predicted_data[i]-actual_data[i]\n",
    "        the_sum_of_error += (prediction_error**2)\n",
    "    RMSE=sqrt(the_sum_of_error/float(len(actual_data)))\n",
    "    return RMSE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[1, None],\n",
       " [2, None],\n",
       " [3, None],\n",
       " [4, None],\n",
       " [5, None],\n",
       " [6, None],\n",
       " [7, None],\n",
       " [8, None],\n",
       " [9, None],\n",
       " [10, None],\n",
       " [2, None],\n",
       " [2, None],\n",
       " [3, None],\n",
       " [3, None],\n",
       " [3, None],\n",
       " [2, None],\n",
       " [4, None],\n",
       " [5, None],\n",
       " [5, None],\n",
       " [2, None]]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_to_be_put_into_the_model=[]\n",
    "for row in list_of_lists:\n",
    "    row_copy=list(row)\n",
    "    row_copy[-1]=None\n",
    "    data_to_be_put_into_the_model.append(row_copy)\n",
    "data_to_be_put_into_the_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[4792.512077294685,\n",
       " 7029.629629629629,\n",
       " 9266.747181964573,\n",
       " 11503.864734299517,\n",
       " 13740.982286634462,\n",
       " 15978.099838969405,\n",
       " 18215.21739130435,\n",
       " 20452.334943639296,\n",
       " 22689.45249597424,\n",
       " 24926.570048309186,\n",
       " 7029.629629629629,\n",
       " 7029.629629629629,\n",
       " 9266.747181964573,\n",
       " 9266.747181964573,\n",
       " 9266.747181964573,\n",
       " 7029.629629629629,\n",
       " 11503.864734299517,\n",
       " 13740.982286634462,\n",
       " 13740.982286634462,\n",
       " 7029.629629629629]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions=simple_linear_regression(list_of_lists,data_to_be_put_into_the_model)\n",
    "predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[5000,\n",
       " 7000,\n",
       " 8000,\n",
       " 10000,\n",
       " 15000,\n",
       " 18000,\n",
       " 19000,\n",
       " 20000,\n",
       " 16000,\n",
       " 30000,\n",
       " 12000,\n",
       " 6000,\n",
       " 8000,\n",
       " 5500,\n",
       " 9000,\n",
       " 7800,\n",
       " 9200,\n",
       " 14000,\n",
       " 16000,\n",
       " 8000]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actual_data=[row[-1] for row in list_of_lists]\n",
    "actual_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "def how_good_is_our_model(dataset,some_model_to_be_evaluated):\n",
    "    test_data=[]\n",
    "    for row in dataset:\n",
    "        row_copy=list(row)\n",
    "        row_copy[-1]=None\n",
    "        test_data.append(row_copy)\n",
    "    predict_data=some_model_to_be_evaluated(dataset,test_data)\n",
    "    print(predict_data)\n",
    "    actual_data=[row[-1] for row in dataset]\n",
    "    print(actual_data)\n",
    "    RMSE=calculate_the_RMSE(predict_data,actual_data)\n",
    "    return RMSE\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4792.512077294685, 7029.629629629629, 9266.747181964573, 11503.864734299517, 13740.982286634462, 15978.099838969405, 18215.21739130435, 20452.334943639296, 22689.45249597424, 24926.570048309186, 7029.629629629629, 7029.629629629629, 9266.747181964573, 9266.747181964573, 9266.747181964573, 7029.629629629629, 11503.864734299517, 13740.982286634462, 13740.982286634462, 7029.629629629629]\n",
      "[5000, 7000, 8000, 10000, 15000, 18000, 19000, 20000, 16000, 30000, 12000, 6000, 8000, 5500, 9000, 7800, 9200, 14000, 16000, 8000]\n",
      "2593.5919887651553\n"
     ]
    }
   ],
   "source": [
    "result=how_good_is_our_model(list_of_lists,simple_linear_regression)\n",
    "print(result)"
   ]
  },
  {
   "attachments": {
    "ANOVA_TABLE.jpg": {
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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![ANOVA_TABLE.jpg](attachment:ANOVA_TABLE.jpg)"
   ]
  },
  {
   "attachments": {
    "ATypicalANOVA.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ANOVA(Analysis of Variance) Table![ATypicalANOVA.png](attachment:ATypicalANOVA.png)"
   ]
  },
  {
   "attachments": {
    "ANOVAPIC.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![ANOVAPIC.png](attachment:ANOVAPIC.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$TSS = (Y_1 - \\overline Y)^2 + (Y_2 - \\overline Y)^2+ (Y_3 - \\overline Y)^2 +.......$<br>\n",
    "$RSS = (\\hat Y_1 - \\overline Y)^2 + (\\hat Y_2 - \\overline Y)^2+ (\\hat Y_3 - \\overline Y)^2......$<br>\n",
    "$SSE = (Y_1-\\hat Y_1)^2 +(Y_2-\\hat Y_2)^2 +(Y_3-\\hat Y_3)^2+ ......$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$R^2$ Coefficient of Determination<br>\n",
    "$R^2 = \\frac{SSR(Explained \\; Variantion)}{SST(Total \\;Variation)}= 1- \\frac{ESS(Unexplained \\;Variation)}{SST(Total\\;Variation)}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
